--- title: "agent-starter-pack vs langchain-production-starter" type: "comparison" canonical_url: "https://www.graphcanon.com/compare/googlecloudplatform-agent-starter-pack-vs-steamship-core-langchain-production-starter" tools: ["googlecloudplatform-agent-starter-pack", "steamship-core-langchain-production-starter"] --- # agent-starter-pack vs langchain-production-starter *GraphCanon updated Aug 20, 2026* ## Verdict Pick agent-starter-pack if agent-starter-pack offers built-in CI/CD, evaluation tools, and observability for deploying generative AI agents on Google Cloud with Python; pick langchain-production-starter if langchain-production-starter offers a Python-based starter kit for deploying LangChain agents and integrating them with Telegram. [agent-starter-pack](http://goo.gle/agents-cli) reports 6.5k GitHub stars, 1.5k forks, and 49 open issues, last pushed Jul 21, 2026. [langchain-production-starter](https://github.com/steamship-core/langchain-production-starter) has 477 stars, 557 forks, and 4 open issues, last pushed Jul 27, 2023. Figures are from public GitHub metadata via [agent-starter-pack's repository](https://github.com/GoogleCloudPlatform/agent-starter-pack) and [langchain-production-starter's repository](https://github.com/steamship-core/langchain-production-starter). | | [agent-starter-pack](/tools/googlecloudplatform-agent-starter-pack.md) | [langchain-production-starter](/tools/steamship-core-langchain-production-starter.md) | | --- | --- | --- | | Tagline | Ship AI Agents to Google Cloud in minutes with built-in CI/CD, evaluation, and observability | Deploy LangChain Agents and connect them to Telegram | | Stars | 6,537 | 477 | | Forks | 1,502 | 557 | | Open issues | 49 | 4 | | Language | Python | Python | | Adopt for | agent-starter-pack offers built-in CI/CD, evaluation tools, and observability for deploying generative AI agents on Google Cloud with Python. | langchain-production-starter offers a Python-based starter kit for deploying LangChain agents and integrating them with Telegram. | | Persona | - | - | | Runtime | - | - | | License | Apache-2.0 | - | | Categories | AI Agents, Evaluation & Observability | AI Agents | ## Trust and health _Sourced signals - not a safety guarantee. No winner column._ | | [agent-starter-pack](/tools/googlecloudplatform-agent-starter-pack.md) | [langchain-production-starter](/tools/steamship-core-langchain-production-starter.md) | | --- | --- | --- | | Maintenance | Active (82%) | Dormant (18%) | | Days since push | 29d | 1114d | | Open issues (now) | 49 | 4 | | Stars delta | +18 (30d) | 0 (30d) | | Open issues delta | +1 (30d) | 0 (30d) | | Full report | [trust report](/tools/googlecloudplatform-agent-starter-pack/trust.md) | [trust report](/tools/steamship-core-langchain-production-starter/trust.md) | ## Shared compatibility - **Python**: [agent-starter-pack](/tools/googlecloudplatform-agent-starter-pack.md) - Python runtime; [langchain-production-starter](/tools/steamship-core-langchain-production-starter.md) - Python runtime ## Decision facts: agent-starter-pack - **Requirements:** Depends on Python 3.10+.; Requires the Google Cloud SDK for interacting with GCP services.; Terraform is needed for deployment purposes.; Make utility should be installed for development tasks. - **Adopt for:** agent-starter-pack offers built-in CI/CD, evaluation tools, and observability for deploying generative AI agents on Google Cloud with Python. ## Decision facts: langchain-production-starter - **Adopt for:** langchain-production-starter offers a Python-based starter kit for deploying LangChain agents and integrating them with Telegram. ## Choose when ### Choose agent-starter-pack if… - Requirements: Depends on Python 3.10+.; Requires the Google Cloud SDK for interacting with GCP services.; Terraform is needed for deployment purposes.; Make utility should be installed for development tasks.. - Tags unique to agent-starter-pack: agents, gcp, gemini, genai-agents. - Also covers Evaluation & Observability. - You are working with Google Cloud and wish to deploy generative AI agents quickly using production-ready templates that come with integrated CI/CD pipelines. ### Choose langchain-production-starter if… - Tags unique to langchain-production-starter: chatbot, gpt4, langchain, langchain-python. - - You require integration of your AI chatbot with the Telegram platform, as this tool specifically includes instructions to fetch a Telegram key for such integration. - Leaner open-issue backlog (4). ## When NOT to use agent-starter-pack - Your project is hosted on a cloud provider other than Google Cloud, as this tool is optimized for GCP services and uses Terraform specifically configured for deployment with it. - You do not need or want built-in CI/CD pipelines and evaluation tools, preferring to manage these components separately through different tools or self-configured setups. ## When NOT to use langchain-production-starter - - If you are not using Python as your primary language since the repository requires installing dependencies with 'pip', making it less suitable if your development is in another language. - - Projects that do not require Telegram integration can find this starter kit less relevant, as a significant portion of its setup guide focuses on connecting to Telegram. - - If you need to deploy agents without any social media or messaging platform integrations. ## Common questions ### What is the difference between agent-starter-pack and langchain-production-starter? agent-starter-pack: Ship AI Agents to Google Cloud in minutes with built-in CI/CD, evaluation, and observability. langchain-production-starter: Deploy LangChain Agents and connect them to Telegram. See the comparison table for live GitHub stats and shared categories. ### When should I choose agent-starter-pack over langchain-production-starter? Choose agent-starter-pack over langchain-production-starter when Requirements: Depends on Python 3.10+.; Requires the Google Cloud SDK for interacting with GCP services.; Terraform is needed for deployment purposes.; Make utility should be installed for development tasks.; Tags unique to agent-starter-pack: agents, gcp, gemini, genai-agents; Also covers Evaluation & Observability; You are working with Google Cloud and wish to deploy generative AI agents quickly using production-ready templates that come with integrated CI/CD pipelines. ### When should I choose langchain-production-starter over agent-starter-pack? Choose langchain-production-starter over agent-starter-pack when Tags unique to langchain-production-starter: chatbot, gpt4, langchain, langchain-python; - You require integration of your AI chatbot with the Telegram platform, as this tool specifically includes instructions to fetch a Telegram key for such integration; Leaner open-issue backlog (4). ### When should I avoid agent-starter-pack? Your project is hosted on a cloud provider other than Google Cloud, as this tool is optimized for GCP services and uses Terraform specifically configured for deployment with it. You do not need or want built-in CI/CD pipelines and evaluation tools, preferring to manage these components separately through different tools or self-configured setups. ### When should I avoid langchain-production-starter? - If you are not using Python as your primary language since the repository requires installing dependencies with 'pip', making it less suitable if your development is in another language. - Projects that do not require Telegram integration can find this starter kit less relevant, as a significant portion of its setup guide focuses on connecting to Telegram. - If you need to deploy agents without any social media or messaging platform integrations. ### Is agent-starter-pack or langchain-production-starter more popular on GitHub? agent-starter-pack has more GitHub stars (6,537 vs 477). Stars measure visibility, not whether either tool fits your constraints. ### Are agent-starter-pack and langchain-production-starter open source? Yes - both are open-source projects on GitHub. ### Where can I find alternatives to agent-starter-pack or langchain-production-starter? GraphCanon lists graph-backed alternatives at [agent-starter-pack alternatives](/tools/googlecloudplatform-agent-starter-pack/alternatives) and [langchain-production-starter alternatives](/tools/steamship-core-langchain-production-starter/alternatives) ([agent-starter-pack markdown twin](/tools/googlecloudplatform-agent-starter-pack/alternatives.md), [langchain-production-starter markdown twin](/tools/steamship-core-langchain-production-starter/alternatives.md)), ranked by typed relationship edges rather than popularity votes. ### Is there a machine-readable version of this comparison? Yes. The markdown twin at [this comparison](/compare/googlecloudplatform-agent-starter-pack-vs-steamship-core-langchain-production-starter.md) mirrors this page for agents and LLM crawlers, with the same stats table and FAQ answers. ### Which is better maintained, agent-starter-pack or langchain-production-starter? agent-starter-pack: Active. langchain-production-starter: Dormant. Compare maintenance labels, days since push, and release cadence in the trust section below - stars alone do not measure maintenance. ### Where are the full trust reports for agent-starter-pack and langchain-production-starter? GraphCanon publishes per-repo trust reports with dated maintenance, provenance, and scan summaries: [agent-starter-pack trust report](/tools/googlecloudplatform-agent-starter-pack/trust); [langchain-production-starter trust report](/tools/steamship-core-langchain-production-starter/trust). --- **Machine-readable endpoints** - JSON: [`/api/graphcanon/graph?tool=googlecloudplatform-agent-starter-pack`](/api/graphcanon/graph?tool=googlecloudplatform-agent-starter-pack) - LLM index: [/llms.txt](/llms.txt) - Full corpus: [/llms-full.txt](/llms-full.txt) _GraphCanon - The knowledge graph for AI development. https://www.graphcanon.com/_